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Nature and Consequences of Biological Reductionism for the Immunological Study of Infectious Diseases
Evolution has conserved “economic” systems that perform many functions, faster or better, with less. For example, three to five leukocyte types protect from thousands of pathogens. To achieve so much with so little, biological systems combine their limited elements, creating complex structures. Yet,...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2017
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5449438/ https://www.ncbi.nlm.nih.gov/pubmed/28620378 http://dx.doi.org/10.3389/fimmu.2017.00612 |
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author | Rivas, Ariel L. Leitner, Gabriel Jankowski, Mark D. Hoogesteijn, Almira L. Iandiorio, Michelle J. Chatzipanagiotou, Stylianos Ioannidis, Anastasios Blum, Shlomo E. Piccinini, Renata Antoniades, Athos Fazio, Jane C. Apidianakis, Yiorgos Fair, Jeanne M. Van Regenmortel, Marc H. V. |
author_facet | Rivas, Ariel L. Leitner, Gabriel Jankowski, Mark D. Hoogesteijn, Almira L. Iandiorio, Michelle J. Chatzipanagiotou, Stylianos Ioannidis, Anastasios Blum, Shlomo E. Piccinini, Renata Antoniades, Athos Fazio, Jane C. Apidianakis, Yiorgos Fair, Jeanne M. Van Regenmortel, Marc H. V. |
author_sort | Rivas, Ariel L. |
collection | PubMed |
description | Evolution has conserved “economic” systems that perform many functions, faster or better, with less. For example, three to five leukocyte types protect from thousands of pathogens. To achieve so much with so little, biological systems combine their limited elements, creating complex structures. Yet, the prevalent research paradigm is reductionist. Focusing on infectious diseases, reductionist and non-reductionist views are here described. The literature indicates that reductionism is associated with information loss and errors, while non-reductionist operations can extract more information from the same data. When designed to capture one-to-many/many-to-one interactions—including the use of arrows that connect pairs of consecutive observations—non-reductionist (spatial–temporal) constructs eliminate data variability from all dimensions, except along one line, while arrows describe the directionality of temporal changes that occur along the line. To validate the patterns detected by non-reductionist operations, reductionist procedures are needed. Integrated (non-reductionist and reductionist) methods can (i) distinguish data subsets that differ immunologically and statistically; (ii) differentiate false-negative from -positive errors; (iii) discriminate disease stages; (iv) capture in vivo, multilevel interactions that consider the patient, the microbe, and antibiotic-mediated responses; and (v) assess dynamics. Integrated methods provide repeatable and biologically interpretable information. |
format | Online Article Text |
id | pubmed-5449438 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-54494382017-06-15 Nature and Consequences of Biological Reductionism for the Immunological Study of Infectious Diseases Rivas, Ariel L. Leitner, Gabriel Jankowski, Mark D. Hoogesteijn, Almira L. Iandiorio, Michelle J. Chatzipanagiotou, Stylianos Ioannidis, Anastasios Blum, Shlomo E. Piccinini, Renata Antoniades, Athos Fazio, Jane C. Apidianakis, Yiorgos Fair, Jeanne M. Van Regenmortel, Marc H. V. Front Immunol Immunology Evolution has conserved “economic” systems that perform many functions, faster or better, with less. For example, three to five leukocyte types protect from thousands of pathogens. To achieve so much with so little, biological systems combine their limited elements, creating complex structures. Yet, the prevalent research paradigm is reductionist. Focusing on infectious diseases, reductionist and non-reductionist views are here described. The literature indicates that reductionism is associated with information loss and errors, while non-reductionist operations can extract more information from the same data. When designed to capture one-to-many/many-to-one interactions—including the use of arrows that connect pairs of consecutive observations—non-reductionist (spatial–temporal) constructs eliminate data variability from all dimensions, except along one line, while arrows describe the directionality of temporal changes that occur along the line. To validate the patterns detected by non-reductionist operations, reductionist procedures are needed. Integrated (non-reductionist and reductionist) methods can (i) distinguish data subsets that differ immunologically and statistically; (ii) differentiate false-negative from -positive errors; (iii) discriminate disease stages; (iv) capture in vivo, multilevel interactions that consider the patient, the microbe, and antibiotic-mediated responses; and (v) assess dynamics. Integrated methods provide repeatable and biologically interpretable information. Frontiers Media S.A. 2017-05-31 /pmc/articles/PMC5449438/ /pubmed/28620378 http://dx.doi.org/10.3389/fimmu.2017.00612 Text en Copyright © 2017 Rivas, Leitner, Jankowski, Hoogesteijn, Iandiorio, Chatzipanagiotou, Ioannidis, Blum, Piccinini, Antoniades, Fazio, Apidianakis, Fair and Van Regenmortel. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Immunology Rivas, Ariel L. Leitner, Gabriel Jankowski, Mark D. Hoogesteijn, Almira L. Iandiorio, Michelle J. Chatzipanagiotou, Stylianos Ioannidis, Anastasios Blum, Shlomo E. Piccinini, Renata Antoniades, Athos Fazio, Jane C. Apidianakis, Yiorgos Fair, Jeanne M. Van Regenmortel, Marc H. V. Nature and Consequences of Biological Reductionism for the Immunological Study of Infectious Diseases |
title | Nature and Consequences of Biological Reductionism for the Immunological Study of Infectious Diseases |
title_full | Nature and Consequences of Biological Reductionism for the Immunological Study of Infectious Diseases |
title_fullStr | Nature and Consequences of Biological Reductionism for the Immunological Study of Infectious Diseases |
title_full_unstemmed | Nature and Consequences of Biological Reductionism for the Immunological Study of Infectious Diseases |
title_short | Nature and Consequences of Biological Reductionism for the Immunological Study of Infectious Diseases |
title_sort | nature and consequences of biological reductionism for the immunological study of infectious diseases |
topic | Immunology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5449438/ https://www.ncbi.nlm.nih.gov/pubmed/28620378 http://dx.doi.org/10.3389/fimmu.2017.00612 |
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